Triple
T7460971
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Debt Collection Improvement Act of 1996 |
E176246
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object |
Federal Claims Collection Standards
The Federal Claims Collection Standards are government-wide regulations that establish uniform policies and procedures for federal agencies to collect, compromise, suspend, and terminate the collection of debts owed to the United States.
|
E666580
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Federal Claims Collection Standards | Statement: [Debt Collection Improvement Act of 1996, relatedTo, Federal Claims Collection Standards]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Federal Claims Collection Standards Context triple: [Debt Collection Improvement Act of 1996, relatedTo, Federal Claims Collection Standards]
-
A.
Fair Debt Collection Practices Act
The Fair Debt Collection Practices Act is a U.S. federal law that protects consumers from abusive, deceptive, and unfair debt collection practices by regulating how third-party debt collectors may conduct their business.
-
B.
Debt Collection Improvement Act of 1996
The Debt Collection Improvement Act of 1996 is a U.S. federal law that strengthened the government’s ability to collect delinquent non-tax debts by standardizing collection practices, expanding administrative offset, and promoting the use of centralized debt management systems.
-
C.
False Claims Act
The False Claims Act is a U.S. federal law that imposes liability on individuals and companies who defraud government programs, notably allowing whistleblowers to file actions on the government's behalf.
-
D.
Rules of the United States Court of Federal Claims
The Rules of the United States Court of Federal Claims are a specialized set of procedural rules governing how monetary claims against the U.S. federal government are litigated in that court.
-
E.
False Claims Amendments Act of 1986
The False Claims Amendments Act of 1986 is a major U.S. federal law that strengthened the government’s ability to combat fraud against federal programs by expanding whistleblower (qui tam) provisions and increasing penalties for false claims.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Federal Claims Collection Standards Triple: [Debt Collection Improvement Act of 1996, relatedTo, Federal Claims Collection Standards]
Generated description
The Federal Claims Collection Standards are government-wide regulations that establish uniform policies and procedures for federal agencies to collect, compromise, suspend, and terminate the collection of debts owed to the United States.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Federal Claims Collection Standards Target entity description: The Federal Claims Collection Standards are government-wide regulations that establish uniform policies and procedures for federal agencies to collect, compromise, suspend, and terminate the collection of debts owed to the United States.
-
A.
Fair Debt Collection Practices Act
The Fair Debt Collection Practices Act is a U.S. federal law that protects consumers from abusive, deceptive, and unfair debt collection practices by regulating how third-party debt collectors may conduct their business.
-
B.
Debt Collection Improvement Act of 1996
The Debt Collection Improvement Act of 1996 is a U.S. federal law that strengthened the government’s ability to collect delinquent non-tax debts by standardizing collection practices, expanding administrative offset, and promoting the use of centralized debt management systems.
-
C.
False Claims Act
The False Claims Act is a U.S. federal law that imposes liability on individuals and companies who defraud government programs, notably allowing whistleblowers to file actions on the government's behalf.
-
D.
Rules of the United States Court of Federal Claims
The Rules of the United States Court of Federal Claims are a specialized set of procedural rules governing how monetary claims against the U.S. federal government are litigated in that court.
-
E.
False Claims Amendments Act of 1986
The False Claims Amendments Act of 1986 is a major U.S. federal law that strengthened the government’s ability to combat fraud against federal programs by expanding whistleblower (qui tam) provisions and increasing penalties for false claims.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69c69f21632481908bf83f6c6da897e3 |
completed | March 27, 2026, 3:15 p.m. |
| NER | Named-entity recognition | batch_69c6f3d6cf8c8190a31cac121d151d78 |
completed | March 27, 2026, 9:17 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c8345f629c8190889081e18bdfe6f7 |
completed | March 28, 2026, 8:04 p.m. |
| NEDg | Description generation | batch_69c835279b108190b32415c2e3d92c6d |
completed | March 28, 2026, 8:08 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c835d2474081908ec1e93c1ced0b1f |
completed | March 28, 2026, 8:10 p.m. |
Created at: March 27, 2026, 3:38 p.m.